3 7 5. MGMT 483 Test 1 Supplemental Problems Print these three pages, complete t
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3 7 5. MGMT 483 Test 1 Supplemental Problems Print these three pages, complete the problems, and turn in (stapled) by the end of the day Friday, March 2. For the data in the table below, create an exponential smoothing forecast for January of the next year, and calculate the Bias and MAD for the forecasting method. Use an initial forecast of 152 for January and -07. Label and draw boxes around the forecast, bias, and MAD. 1. Index Demand (units) Month January February 2 March April 140 115 August September 9 October 10 November 11 December 12 115 100Explanation / Answer
Following to be noted about formula for exponential smoothing forecast :
Ft = alpha x Dt-1 + ( 1 – alpha ) x Ft-1
Where,
Ft. Ft-1 = Forecasts for period t and t-1 respectively
Dt-1 = Demand for period t-1
Alpha = Exponential smoothing constant
Month
Demand
( units)
Forecast
Error
Absolute Deviation
Jan
150
152
-2.00
2.00
Feb
135
150.60
-15.60
15.60
Mar
140
139.68
0.32
0.32
april
120
139.90
-19.90
19.90
May
135
125.97
9.03
9.03
June
130
132.29
-2.29
2.29
July
115
130.69
-15.69
15.69
Aug
140
119.71
20.29
20.29
Sept
115
133.91
-18.91
18.91
Oct
100
120.67
-20.67
20.67
Nov
105
106.20
-1.20
1.20
Dec
100
105.36
-5.36
5.36
Jan
101.61
TOTAL:
-71.99
131.27
Accordingly , calculated forecast values for each month and upto January next year is presented in above table
FORECASR FOR JANUARY NEXT YEAR = 101.61
Also following to be noted :
Error = Demand – Forecast
Sum of all Errors = - 71.99
Therefore , Bias = Sum of all errors/ 12 as number of observations = 71.99/12 = 5.99
Absolute deviation = Absolute difference between Forecast value and Demand value
Sum of Absolute deviations = 131.77
Therefore , Mean Absolute Deviation ( MAD ) = Sum of Absolute deviation/ 12 as number of observations = 131.27/12 = 10.94
BIAS = 5.99
MEAN ABSOLUTE DEVIATION = 10.94
Month
Demand
( units)
Forecast
Error
Absolute Deviation
Jan
150
152
-2.00
2.00
Feb
135
150.60
-15.60
15.60
Mar
140
139.68
0.32
0.32
april
120
139.90
-19.90
19.90
May
135
125.97
9.03
9.03
June
130
132.29
-2.29
2.29
July
115
130.69
-15.69
15.69
Aug
140
119.71
20.29
20.29
Sept
115
133.91
-18.91
18.91
Oct
100
120.67
-20.67
20.67
Nov
105
106.20
-1.20
1.20
Dec
100
105.36
-5.36
5.36
Jan
101.61
TOTAL:
-71.99
131.27
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